In this paper, we propose a tuning method for PID controllers based on a database-driven function estimation technique. The basic idea of the proposed method is to build a local weighted model from all observed data stored in a database so that a PID parameter meets given design specifications. With several simulations for process control problems, we illustrate the usefulness of the proposed method.